Sparse Representations for Signal Processing and Coding
University crest - link to University home page

Project Links

Sparse Signal Representations
Compressed Sensing
Sparse People
CS People
Sparse Publications
CS Publications
Software


University Links

IDCOM
The School
The College
The University
Sparse Signal Representations
Sparse People Sparse Publications  Software Links
Compressed Sensing CS People
CS Publications

Publications

More up to date lists might be available on the individual authors personal web-pages, which can be reached from here.


Journal Papers

Submitted

T. Blumensath, M. E. Davies; "Normalised Iterative Hard Thresholding; guaranteed stability and performance". [Download preprint (19/02/09)]

Accepted and published

M. Yaghoobi, M. E. Davies; "Parametric Dictionary Design for Sparse Coding", to appear in IEEE Transactions on Signal Processing

T. Blumensath, M. E. Davies; "Stagewise Weak Gradient Pursuits", to appear in IEEE Transactions on Signal Processing [Download preprint (13/05/2009)]

T. Blumensath, M. E. Davies; "Iterative Hard Thresholding for Compressed Sensing", to appear in Applied and Computational Harmonic Analysis. [Download preprint (28/01/09)]

M. Yaghoobi, T. Blumensath, M. E. Davies; "Dictionary Learning for Sparse Approximations with the Majorization Method", to appear in IEEE Transactions on Signal Processing [Download article: pdf]

T. Blumensath, M. E. Davies; "Sampling Theorems for Signals from the Union of Finite-Dimensional Linear Subspaces", IEEE Transactions on Information Theory, vol. 55, no. 4, pp. 1872-1882, April 2009 [Download preprint: pdf]. Note the following error: [Erratum.pdf]

T. Blumensath, M. E. Davies; "Iterative Thresholding for Sparse Approximations". The Journal of Fourier Analysis and Applications, accepted for publication. [Download preprint: pdf] The original publication will be available at www.springerlink.com.

T. Blumensath, M. E. Davies; "Gradient Pursuits", IEEE Transactions on Signal Processing, accepted for publication. [Download preprint: pdf]

T. Blumensath, M. E. Davies; "Monte Carlo Methods for Adaptive Sparse Approximations of Time-Series", IEEE Transactions on Signal Processing, vol. 55, no. 9, pp. 4474-4481, September 2007 [Download preprint: pdf]

M. D. Plumbley, S. A. Abdallah, T. Blumensath and M. E. Davies. "Sparse Representations of Polyphonic Music". Signal Processing 86(3), 417-431, March 2006. [Can be downloaded here]

Conferences

M. Yaghoobi, L Daudet and M. E. Davies; " Parametric Dictionary Design for Sparse Coding", in Proc. of SPARS09, Saint-Malo, France, 2009.

T. Blumensath and M. E. Davies; "How to use the Iterative Hard Thresholding algorithm", in Proc. of SPARS09, Saint-Malo, France, 2009. [Download article: pdf]

T. Blumensath and M. E. Davies; "A Simple, Efficient and Near Optimal Algorithm for Compressed Sensing", ICASSP, 2009. [Download article: pdf]

M. Yaghoobi, T. Blumensath and M. E. Davies; "Parsimonious Dictionary Learning", ICASSP, 2009. [Download article: pdf]

T. Blumensath and M. E. Davies; "Gradient Pursuit for Non-Linear Sparse Signal Modelling", EUSIPCO, 2008. [Download article: pdf]

B. Mulgrew and M. E. Davies; "Approximate lower bounds for rate-distortion in compressive sensing systems", accepted for publication, ICASSP 2008, Las Vegas.

M.E. Davies and T. Blumensath; "Faster & Greedier: algorithms for sparse reconstruction of large datasets ", invited paper to the third IEEE International Symposium on Communications, Control, and Signal Processing, St Julians, Malta, March 2008. [Download article: pdf]

S. Bhattacharya, T. Blumensath, B. Mulgrew, M.E. Davies; "Fast encoding of synthetic aperture radar raw data using compressed sensing", IEEE Workshop on Statistical Signal Processing, Madison, USA, August 2007

T. Blumensath, M. E. Davies; "Compressed Sensing and Source Separation", International Conference on Independent Component Analysis and Signal Separation, London, UK, September 2007. [Download article: pdf]

T. Blumensath, M. E. Davies; "In Greedy Pursuit of New Directions: (Nearly) Orthogonal Matching Pursuit by Directional Optimisation", EUSIPCO, Pozna, Poland, September 2007. [Download article: pdf]

M. Yaghoobi, T. Blumensath, M. E. Davies; "Quantized Sparse Approximation with Iterative Thresholding for Audio Coding", IEEE International Conference on Acoustics, Speech and Signal Processing, Honolulu, USA, April 2007. [Download article: pdf]

T. Blumensath, M. Yaghoobi, M. E. Davies; "Iterative Hard Thresholding and L0 Regularisation", IEEE International Conference on Acoustics, Speech and Signal Processing, Honolulu, USA, April 2007. [Download article: pdf]

T. Blumensath, M. E. Davies. "Blind Separation of Maternal and Fetal ECG Recordings using Adaptive Sparse Representations". In Proceedings of ICA Research Network International Workshop 2006, Liverpool, UK, Sept 2006. [Download article: pdf]

T. Blumensath, M. E. Davies; "Shift-Invariant Sparse Coding for Single Channel Blind Source Separation", Workshop on Signal Processing with Adaptive Sparse Structured Representations (SPARS'05), pp.75-78, Rennes, France, November 2005. [Download article: pdf]

M. G. Jafari, S. A. Abdallah, M. D. Plumbley and M. E. Davies. "Sparse coding for convolutive blind audio source separation". In Proceedings of the 6th International Conference on Independent Component Analysis and Blind Source Separation (ICA 2006), Charleston, SC, USA, 5-8 March 2006, LNCS 3889, pp 132-139, Springer-Verlag, Berlin, 2006. [Can be downloaded here]

M. G. Jafari, E. Vincent, S. A. Abdallah, M. D. Plumbley and M. E. Davies. "Blind source separation of convolutive audio using an adaptive stereo basis". In: A K Nandi and X Zhu (eds.), Proceedings of the ICA Research Network International Workshop, Liverpool, UK, 18-19 Sept 2006, pp 105-108, 2006. ISBN 0 906370 44 2. [Can be downloaded here]

M. D. Plumbley. "Recovery of Sparse Representations by Polytope Faces Pursuit". In Proceedings of the 6th International Conference on Independent Component Analysis and Blind Source Separation (ICA 2006), Charleston, SC, USA, 5-8 March 2006, LNCS 3889, pp 206-213. Springer-Verlag, Berlin, 2006. [Can be downloaded here]

M. D. Plumbley, S. A. Abdallah, T. Blumensath, M. G. Jafari, A. Nesbit, E. Vincent and B. Wang. "Musical audio analysis using sparse representations". In COMPSTAT 2006 Proceedings in Computational Statistics, Rome, Italy, pp 104-117. Physical-Verlag, 2006. [Can be downloaded here]

Unpublished Manuscripts

T. Blumensath, M. E. Davies; "On the Difference Between Orthogonal Matching Pursuit and Orthogonal Least Squares", manuscript version: March 2007. [Download manuscript: pdf]

T. Blumensath, M. E. Davies; "Blind Separation of Maternal and Fetal ECG's Using any Number of Channels". [Download preprint: pdf]